Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 184835 |
| Missing cells | 792234 |
| Missing cells (%) | 18.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 32.4 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 15 |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
valor_credito_smdlv is highly correlated with cuotas | High correlation |
cuotas is highly correlated with valor_credito_smdlv | High correlation |
municipio_expedicion is highly correlated with municipio_credito and 3 other fields | High correlation |
periodo_credito is highly correlated with Row | High correlation |
sueldo_smdlv is highly correlated with año_credito and 1 other fields | High correlation |
municipio_credito is highly correlated with municipio_expedicion and 2 other fields | High correlation |
Row is highly correlated with municipio_expedicion and 6 other fields | High correlation |
forma_pago is highly correlated with sector | High correlation |
municipio_residencia is highly correlated with municipio_expedicion and 3 other fields | High correlation |
codeudor is highly correlated with Row | High correlation |
genero is highly correlated with Row | High correlation |
sector is highly correlated with forma_pago | High correlation |
año_credito is highly correlated with sueldo_smdlv and 2 other fields | High correlation |
municipio_nacimiento is highly correlated with municipio_expedicion and 3 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv and 1 other fields | High correlation |
municipio_expedicion is highly correlated with municipio_nacimiento | High correlation |
sector is highly correlated with forma_pago | High correlation |
municipio_credito is highly correlated with municipio_residencia | High correlation |
municipio_nacimiento is highly correlated with municipio_expedicion | High correlation |
forma_pago is highly correlated with sector | High correlation |
municipio_residencia is highly correlated with municipio_credito | High correlation |
genero has 97541 (52.8%) missing values | Missing |
estado_civil has 102421 (55.4%) missing values | Missing |
edad has 107699 (58.3%) missing values | Missing |
municipio_expedicion has 93581 (50.6%) missing values | Missing |
tiene_casa_propia has 100463 (54.4%) missing values | Missing |
sueldo_smdlv has 111082 (60.1%) missing values | Missing |
otros_ingresos_smdlv has 179418 (97.1%) missing values | Missing |
Row is uniformly distributed | Uniform |
Row has unique values | Unique |
Reproduction
| Analysis started | 2021-06-04 06:02:04.678186 |
|---|---|
| Analysis finished | 2021-06-04 06:02:52.214424 |
| Duration | 47.54 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 184835 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92418 |
| Minimum | 1 |
|---|---|
| Maximum | 184835 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9242.7 |
| Q1 | 46209.5 |
| median | 92418 |
| Q3 | 138626.5 |
| 95-th percentile | 175593.3 |
| Maximum | 184835 |
| Range | 184834 |
| Interquartile range (IQR) | 92417 |
Descriptive statistics
| Standard deviation | 53357.41284 |
|---|---|
| Coefficient of variation (CV) | 0.5773487074 |
| Kurtosis | -1.2 |
| Mean | 92418 |
| Median Absolute Deviation (MAD) | 46209 |
| Skewness | 0 |
| Sum | 1.708208103 × 1010 |
| Variance | 2847013505 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 150883 | 1 | < 0.1% |
| 154977 | 1 | < 0.1% |
| 152928 | 1 | < 0.1% |
| 44351 | 1 | < 0.1% |
| 42302 | 1 | < 0.1% |
| 48445 | 1 | < 0.1% |
| 46396 | 1 | < 0.1% |
| 36155 | 1 | < 0.1% |
| 34106 | 1 | < 0.1% |
| Other values (184825) | 184825 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 184835 | 1 | |
| 184834 | 1 | |
| 184833 | 1 | |
| 184832 | 1 | |
| 184831 | 1 | |
| 184830 | 1 | |
| 184829 | 1 | |
| 184828 | 1 | |
| 184827 | 1 | |
| 184826 | 1 |
procedencia
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| Nacional | |
|---|---|
| Extranjero | 155 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.001677172 |
| Min length | 8 |
Characters and Unicode
| Total characters | 1478990 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nacional |
|---|---|
| 2nd row | Nacional |
| 3rd row | Nacional |
| 4th row | Nacional |
| 5th row | Nacional |
Common Values
| Value | Count | Frequency (%) |
| Nacional | 184680 | |
| Extranjero | 155 | 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| nacional | 184680 | |
| extranjero | 155 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1294155 | |
| Uppercase Letter | 184835 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| x | 155 | < 0.1% |
| t | 155 | < 0.1% |
| j | 155 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 184680 | |
| E | 155 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1478990 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1478990 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 97541 |
| Missing (%) | 52.8% |
| Memory size | 1.4 MiB |
| Femenino | |
|---|---|
| Masculino |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.462345637 |
| Min length | 8 |
Characters and Unicode
| Total characters | 738712 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Femenino |
|---|---|
| 2nd row | Femenino |
| 3rd row | Femenino |
| 4th row | Femenino |
| 5th row | Femenino |
Common Values
| Value | Count | Frequency (%) |
| Femenino | 46934 | |
| Masculino | 40360 | |
| (Missing) | 97541 |
Length
Pie chart
| Value | Count | Frequency (%) |
| femenino | 46934 | |
| masculino | 40360 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 651418 | |
| Uppercase Letter | 87294 | 11.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| m | 46934 | 7.2% |
| a | 40360 | 6.2% |
| s | 40360 | 6.2% |
| c | 40360 | 6.2% |
| u | 40360 | 6.2% |
| l | 40360 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 46934 | |
| M | 40360 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 738712 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 738712 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 102421 |
| Missing (%) | 55.4% |
| Memory size | 1.4 MiB |
| Union Libre | |
|---|---|
| Casado | |
| Soltero | |
| Viudo | 810 |
| Divorciado | 469 |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 8.258511903 |
| Min length | 5 |
Characters and Unicode
| Total characters | 680617 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Union Libre |
|---|---|
| 2nd row | Union Libre |
| 3rd row | Union Libre |
| 4th row | Union Libre |
| 5th row | Soltero |
Common Values
| Value | Count | Frequency (%) |
| Union Libre | 32184 | 17.4% |
| Casado | 24804 | 13.4% |
| Soltero | 24147 | 13.1% |
| Viudo | 810 | 0.4% |
| Divorciado | 469 | 0.3% |
| (Missing) | 102421 |
Length
Pie chart
| Value | Count | Frequency (%) |
| union | 32184 | |
| libre | 32184 | |
| casado | 24804 | |
| soltero | 24147 | |
| viudo | 810 | 0.7% |
| divorciado | 469 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | 8.3% |
| e | 56331 | 8.3% |
| a | 50077 | 7.4% |
| U | 32184 | 4.7% |
| 32184 | 4.7% | |
| L | 32184 | 4.7% |
| b | 32184 | 4.7% |
| Other values (11) | 151159 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 533835 | |
| Uppercase Letter | 114598 | 16.8% |
| Space Separator | 32184 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | |
| e | 56331 | |
| a | 50077 | |
| b | 32184 | 6.0% |
| d | 26083 | 4.9% |
| s | 24804 | 4.6% |
| l | 24147 | 4.5% |
| Other values (4) | 25895 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 32184 | |
| L | 32184 | |
| C | 24804 | |
| S | 24147 | |
| V | 810 | 0.7% |
| D | 469 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 32184 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 648433 | |
| Common | 32184 | 4.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | |
| e | 56331 | |
| a | 50077 | |
| U | 32184 | 5.0% |
| L | 32184 | 5.0% |
| b | 32184 | 5.0% |
| d | 26083 | 4.0% |
| Other values (10) | 125076 |
Common
| Value | Count | Frequency (%) |
| 32184 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 680617 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | 8.3% |
| e | 56331 | 8.3% |
| a | 50077 | 7.4% |
| U | 32184 | 4.7% |
| 32184 | 4.7% | |
| L | 32184 | 4.7% |
| b | 32184 | 4.7% |
| Other values (11) | 151159 |
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 107699 |
| Missing (%) | 58.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.54807094 |
| Minimum | 18 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 35 |
| median | 44 |
| Q3 | 53 |
| 95-th percentile | 65 |
| Maximum | 90 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.85931542 |
|---|---|
| Coefficient of variation (CV) | 0.2662138938 |
| Kurtosis | -0.3869785761 |
| Mean | 44.54807094 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3222662166 |
| Sum | 3436260 |
| Variance | 140.6433623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 2967 | 1.6% |
| 40 | 2646 | 1.4% |
| 45 | 2483 | 1.3% |
| 41 | 2428 | 1.3% |
| 49 | 2369 | 1.3% |
| 46 | 2315 | 1.3% |
| 35 | 2303 | 1.2% |
| 42 | 2248 | 1.2% |
| 37 | 2211 | 1.2% |
| 31 | 2152 | 1.2% |
| Other values (62) | 53014 | |
| (Missing) | 107699 |
| Value | Count | Frequency (%) |
| 18 | 6 | < 0.1% |
| 19 | 31 | < 0.1% |
| 20 | 127 | 0.1% |
| 21 | 205 | 0.1% |
| 22 | 330 | 0.2% |
| 23 | 442 | 0.2% |
| 24 | 564 | |
| 25 | 876 | |
| 26 | 1030 | |
| 27 | 1225 |
| Value | Count | Frequency (%) |
| 90 | 2 | < 0.1% |
| 89 | 1 | < 0.1% |
| 88 | 2 | < 0.1% |
| 87 | 1 | < 0.1% |
| 85 | 14 | < 0.1% |
| 84 | 41 | |
| 83 | 48 | |
| 82 | 20 | |
| 81 | 49 | |
| 80 | 44 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| TAME | |
| SARAVENA | |
| Otros | |
| ARAUQUITA |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.817637352 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1075303 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SARAVENA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | ARAUQUITA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 74877 | |
| TAME | 56768 | |
| SARAVENA | 29913 | 16.2% |
| Otros | 12457 | 6.7% |
| ARAUQUITA | 10820 | 5.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 74877 | |
| tame | 56768 | |
| saravena | 29913 | 16.2% |
| otros | 12457 | 6.7% |
| arauquita | 10820 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1025475 | |
| Lowercase Letter | 49828 | 4.6% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 11.3% |
| U | 96517 | 9.4% |
| E | 86681 | 8.5% |
| C | 74877 | 7.3% |
| T | 67588 | 6.6% |
| M | 56768 | 5.5% |
| S | 29913 | 2.9% |
| V | 29913 | 2.9% |
| N | 29913 | 2.9% |
| Other values (3) | 34097 | 3.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 12457 | |
| r | 12457 | |
| o | 12457 | |
| s | 12457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1075303 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1075303 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| Otros | |
| TAME | |
| ARAUQUITA | 8085 |
| SARAVENA | 6715 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.822717829 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1076178 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | Otros |
| 4th row | ARAUQUITA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 118496 | |
| Otros | 32605 | 17.6% |
| TAME | 18923 | 10.2% |
| ARAUQUITA | 8085 | 4.4% |
| SARAVENA | 6715 | 3.6% |
| (Missing) | 11 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 118496 | |
| otros | 32605 | 17.6% |
| tame | 18923 | 10.2% |
| arauquita | 8085 | 4.4% |
| saravena | 6715 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 945758 | |
| Lowercase Letter | 130420 | 12.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 14.2% |
| R | 133296 | 14.1% |
| C | 118496 | 12.5% |
| O | 32605 | 3.4% |
| T | 27008 | 2.9% |
| E | 25638 | 2.7% |
| M | 18923 | 2.0% |
| Q | 8085 | 0.9% |
| I | 8085 | 0.9% |
| Other values (3) | 20145 | 2.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 32605 | |
| r | 32605 | |
| o | 32605 | |
| s | 32605 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1076178 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1076178 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 93581 |
| Missing (%) | 50.6% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| Otros | |
| TAME | |
| ARAUQUITA | |
| SARAVENA | 3321 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.606011791 |
| Min length | 4 |
Characters and Unicode
| Total characters | 511571 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | Otros |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 36144 | 19.6% |
| Otros | 30948 | 16.7% |
| TAME | 14834 | 8.0% |
| ARAUQUITA | 6007 | 3.2% |
| SARAVENA | 3321 | 1.8% |
| (Missing) | 93581 |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 36144 | |
| otros | 30948 | |
| tame | 14834 | |
| arauquita | 6007 | 6.6% |
| saravena | 3321 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 387779 | |
| Lowercase Letter | 123792 | 24.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 12.4% |
| R | 45472 | 11.7% |
| C | 36144 | 9.3% |
| O | 30948 | 8.0% |
| T | 20841 | 5.4% |
| E | 18155 | 4.7% |
| M | 14834 | 3.8% |
| Q | 6007 | 1.5% |
| I | 6007 | 1.5% |
| Other values (3) | 9963 | 2.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 30948 | |
| r | 30948 | |
| o | 30948 | |
| s | 30948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 511571 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 511571 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 100463 |
| Missing (%) | 54.4% |
| Memory size | 1.4 MiB |
| Si | |
|---|---|
| No |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 168744 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Si |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Si | 61942 | |
| No | 22430 | 12.1% |
| (Missing) | 100463 |
Length
Pie chart
| Value | Count | Frequency (%) |
| si | 61942 | |
| no | 22430 | 26.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 84372 | |
| Lowercase Letter | 84372 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 61942 | |
| N | 22430 | 26.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 61942 | |
| o | 22430 | 26.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 168744 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 168744 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
| Distinct | 520 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 111082 |
| Missing (%) | 60.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.9070004 |
| Minimum | 3 |
|---|---|
| Maximum | 600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 44 |
| median | 73 |
| Q3 | 130 |
| 95-th percentile | 291 |
| Maximum | 600 |
| Range | 597 |
| Interquartile range (IQR) | 86 |
Descriptive statistics
| Standard deviation | 90.78111957 |
|---|---|
| Coefficient of variation (CV) | 0.8736766457 |
| Kurtosis | 6.886391299 |
| Mean | 103.9070004 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.312361054 |
| Sum | 7663453 |
| Variance | 8241.21167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 1636 | 0.9% |
| 34 | 1573 | 0.9% |
| 36 | 1488 | 0.8% |
| 46 | 1373 | 0.7% |
| 61 | 1366 | 0.7% |
| 38 | 1334 | 0.7% |
| 76 | 1317 | 0.7% |
| 69 | 1268 | 0.7% |
| 72 | 1229 | 0.7% |
| 65 | 1204 | 0.7% |
| Other values (510) | 59965 | |
| (Missing) | 111082 |
| Value | Count | Frequency (%) |
| 3 | 6 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 21 | < 0.1% |
| 7 | 54 | |
| 8 | 25 | < 0.1% |
| 9 | 27 | < 0.1% |
| 10 | 133 | |
| 11 | 46 | < 0.1% |
| 12 | 45 | < 0.1% |
| Value | Count | Frequency (%) |
| 600 | 294 | |
| 599 | 1 | < 0.1% |
| 597 | 1 | < 0.1% |
| 593 | 1 | < 0.1% |
| 588 | 44 | < 0.1% |
| 586 | 6 | < 0.1% |
| 584 | 7 | < 0.1% |
| 582 | 10 | < 0.1% |
| 578 | 1 | < 0.1% |
| 576 | 15 | < 0.1% |
otros_ingresos
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| SIN OTROS INGRESOS | |
|---|---|
| CON OTROS INGRESOS | 5417 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 18 |
| Min length | 18 |
Characters and Unicode
| Total characters | 3327030 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SIN OTROS INGRESOS |
|---|---|
| 2nd row | SIN OTROS INGRESOS |
| 3rd row | SIN OTROS INGRESOS |
| 4th row | SIN OTROS INGRESOS |
| 5th row | SIN OTROS INGRESOS |
Common Values
| Value | Count | Frequency (%) |
| SIN OTROS INGRESOS | 179418 | |
| CON OTROS INGRESOS | 5417 | 2.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| otros | 184835 | |
| ingresos | 184835 | |
| sin | 179418 | |
| con | 5417 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| 369670 | ||
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 5.6% |
| G | 184835 | 5.6% |
| E | 184835 | 5.6% |
| C | 5417 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2957360 | |
| Space Separator | 369670 | 11.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 6.2% |
| G | 184835 | 6.2% |
| E | 184835 | 6.2% |
| C | 5417 | 0.2% |
Space Separator
| Value | Count | Frequency (%) |
| 369670 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2957360 | |
| Common | 369670 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 6.2% |
| G | 184835 | 6.2% |
| E | 184835 | 6.2% |
| C | 5417 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 369670 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3327030 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| 369670 | ||
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 5.6% |
| G | 184835 | 5.6% |
| E | 184835 | 5.6% |
| C | 5417 | 0.2% |
| Distinct | 212 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 179418 |
| Missing (%) | 97.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.56839579 |
| Minimum | 1 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 20 |
| median | 34 |
| Q3 | 63 |
| 95-th percentile | 194 |
| Maximum | 300 |
| Range | 299 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 59.05556072 |
|---|---|
| Coefficient of variation (CV) | 1.082230105 |
| Kurtosis | 5.983563774 |
| Mean | 54.56839579 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 2.397412022 |
| Sum | 295597 |
| Variance | 3487.559252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 164 | 0.1% |
| 34 | 163 | 0.1% |
| 18 | 158 | 0.1% |
| 23 | 131 | 0.1% |
| 17 | 131 | 0.1% |
| 20 | 130 | 0.1% |
| 21 | 129 | 0.1% |
| 30 | 118 | 0.1% |
| 13 | 113 | 0.1% |
| 26 | 111 | 0.1% |
| Other values (202) | 4069 | 2.2% |
| (Missing) | 179418 |
| Value | Count | Frequency (%) |
| 1 | 7 | < 0.1% |
| 3 | 40 | |
| 4 | 42 | |
| 5 | 40 | |
| 6 | 50 | |
| 7 | 97 | |
| 8 | 65 | |
| 9 | 47 | |
| 10 | 94 | |
| 11 | 50 |
| Value | Count | Frequency (%) |
| 300 | 90 | |
| 294 | 8 | < 0.1% |
| 291 | 11 | < 0.1% |
| 288 | 3 | < 0.1% |
| 280 | 2 | < 0.1% |
| 276 | 1 | < 0.1% |
| 271 | 7 | < 0.1% |
| 268 | 2 | < 0.1% |
| 264 | 4 | < 0.1% |
| 262 | 2 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| TAME | |
| SARAVENA | |
| ARAUQUITA | |
| Otros |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.928087213 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1095718 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SARAVENA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | ARAUQUITA |
| 4th row | SARAVENA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 74131 | |
| TAME | 50656 | |
| SARAVENA | 24984 | 13.5% |
| ARAUQUITA | 18279 | 9.9% |
| Otros | 16785 | 9.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 74131 | |
| tame | 50656 | |
| saravena | 24984 | 13.5% |
| arauquita | 18279 | 9.9% |
| otros | 16785 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1028578 | |
| Lowercase Letter | 67140 | 6.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 11.4% |
| U | 110689 | 10.8% |
| E | 75640 | 7.4% |
| C | 74131 | 7.2% |
| T | 68935 | 6.7% |
| M | 50656 | 4.9% |
| S | 24984 | 2.4% |
| V | 24984 | 2.4% |
| N | 24984 | 2.4% |
| Other values (3) | 53343 | 5.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 16785 | |
| r | 16785 | |
| o | 16785 | |
| s | 16785 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1095718 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1095718 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| SIN CODEUDOR | |
|---|---|
| CON CODEUDOR |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 2218020 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SIN CODEUDOR |
|---|---|
| 2nd row | CON CODEUDOR |
| 3rd row | CON CODEUDOR |
| 4th row | CON CODEUDOR |
| 5th row | CON CODEUDOR |
Common Values
| Value | Count | Frequency (%) |
| SIN CODEUDOR | 157439 | |
| CON CODEUDOR | 27396 | 14.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| codeudor | 184835 | |
| sin | 157439 | |
| con | 27396 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| 184835 | ||
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.1% |
| I | 157439 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2033185 | |
| Space Separator | 184835 | 8.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.7% |
| I | 157439 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 184835 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2033185 | |
| Common | 184835 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.7% |
| I | 157439 | 7.7% |
Common
| Value | Count | Frequency (%) |
| 184835 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2218020 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| 184835 | ||
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.1% |
| I | 157439 | 7.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18 |
| Missing (%) | < 0.1% |
| Memory size | 1.4 MiB |
| PRIVADO | |
|---|---|
| PUBLICO |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1293719 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PRIVADO |
|---|---|
| 2nd row | PRIVADO |
| 3rd row | PRIVADO |
| 4th row | PRIVADO |
| 5th row | PRIVADO |
Common Values
| Value | Count | Frequency (%) |
| PRIVADO | 166537 | |
| PUBLICO | 18280 | 9.9% |
| (Missing) | 18 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| privado | 166537 | |
| publico | 18280 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1293719 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1293719 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1293719 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.337772 |
| Minimum | 1996 |
|---|---|
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1996 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2009 |
| median | 2014 |
| Q3 | 2017 |
| 95-th percentile | 2019 |
| Maximum | 2021 |
| Range | 25 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.511452785 |
|---|---|
| Coefficient of variation (CV) | 0.002738830858 |
| Kurtosis | -0.001479673463 |
| Mean | 2012.337772 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.8275903629 |
| Sum | 371950452 |
| Variance | 30.3761118 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2015 | 17560 | 9.5% |
| 2017 | 14979 | 8.1% |
| 2014 | 14246 | 7.7% |
| 2016 | 14088 | 7.6% |
| 2018 | 14069 | 7.6% |
| 2013 | 12716 | 6.9% |
| 2012 | 11756 | 6.4% |
| 2011 | 10809 | 5.8% |
| 2019 | 10389 | 5.6% |
| 2010 | 8871 | 4.8% |
| Other values (16) | 55352 |
| Value | Count | Frequency (%) |
| 1996 | 1 | < 0.1% |
| 1997 | 1144 | 0.6% |
| 1998 | 1998 | |
| 1999 | 2649 | |
| 2000 | 2552 | |
| 2001 | 2858 | |
| 2002 | 2807 | |
| 2003 | 2812 | |
| 2004 | 3661 | |
| 2005 | 4579 |
| Value | Count | Frequency (%) |
| 2021 | 511 | 0.3% |
| 2020 | 7337 | |
| 2019 | 10389 | |
| 2018 | 14069 | |
| 2017 | 14979 | |
| 2016 | 14088 | |
| 2015 | 17560 | |
| 2014 | 14246 | |
| 2013 | 12716 | |
| 2012 | 11756 |
mes_credito
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.882717018 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.48600663 |
|---|---|
| Coefficient of variation (CV) | 0.5064869907 |
| Kurtosis | -1.213905701 |
| Mean | 6.882717018 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1128749824 |
| Sum | 1272167 |
| Variance | 12.15224223 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 21172 | |
| 10 | 17498 | |
| 9 | 15848 | |
| 11 | 15580 | |
| 5 | 15425 | |
| 7 | 15339 | |
| 8 | 14910 | |
| 6 | 14777 | |
| 3 | 14112 | |
| 4 | 13594 | |
| Other values (2) | 26580 |
| Value | Count | Frequency (%) |
| 1 | 13201 | |
| 2 | 13379 | |
| 3 | 14112 | |
| 4 | 13594 | |
| 5 | 15425 | |
| 6 | 14777 | |
| 7 | 15339 | |
| 8 | 14910 | |
| 9 | 15848 | |
| 10 | 17498 |
| Value | Count | Frequency (%) |
| 12 | 21172 | |
| 11 | 15580 | |
| 10 | 17498 | |
| 9 | 15848 | |
| 8 | 14910 | |
| 7 | 15339 | |
| 6 | 14777 | |
| 5 | 15425 | |
| 4 | 13594 | |
| 3 | 14112 |
| Distinct | 660 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.48601726 |
| Minimum | 0 |
|---|---|
| Maximum | 700 |
| Zeros | 1558 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 19 |
| median | 45 |
| Q3 | 78 |
| 95-th percentile | 226 |
| Maximum | 700 |
| Range | 700 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 78.39812045 |
|---|---|
| Coefficient of variation (CV) | 1.179167044 |
| Kurtosis | 14.67234465 |
| Mean | 66.48601726 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 3.155549206 |
| Sum | 12288943 |
| Variance | 6146.26529 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 4426 | 2.4% |
| 7 | 3892 | 2.1% |
| 16 | 2930 | 1.6% |
| 15 | 2674 | 1.4% |
| 8 | 2644 | 1.4% |
| 18 | 2588 | 1.4% |
| 17 | 2555 | 1.4% |
| 5 | 2544 | 1.4% |
| 14 | 2337 | 1.3% |
| 19 | 2235 | 1.2% |
| Other values (650) | 156010 |
| Value | Count | Frequency (%) |
| 0 | 1558 | 0.8% |
| 1 | 2172 | |
| 2 | 2133 | |
| 3 | 1527 | 0.8% |
| 4 | 1734 | 0.9% |
| 5 | 2544 | |
| 6 | 4426 | |
| 7 | 3892 | |
| 8 | 2644 | |
| 9 | 2050 |
| Value | Count | Frequency (%) |
| 700 | 334 | |
| 698 | 1 | < 0.1% |
| 697 | 2 | < 0.1% |
| 696 | 1 | < 0.1% |
| 695 | 1 | < 0.1% |
| 694 | 2 | < 0.1% |
| 693 | 1 | < 0.1% |
| 691 | 2 | < 0.1% |
| 687 | 1 | < 0.1% |
| 686 | 1 | < 0.1% |
tipo_venta
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ELECTRODOMESTICOS | |
|---|---|
| MOTOS | 865 |
| CONTRATO | 19 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.94291666 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3131644 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ELECTRODOMESTICOS |
|---|---|
| 2nd row | ELECTRODOMESTICOS |
| 3rd row | ELECTRODOMESTICOS |
| 4th row | MOTOS |
| 5th row | ELECTRODOMESTICOS |
Common Values
| Value | Count | Frequency (%) |
| ELECTRODOMESTICOS | 183951 | |
| MOTOS | 865 | 0.5% |
| CONTRATO | 19 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| electrodomesticos | 183951 | |
| motos | 865 | 0.5% |
| contrato | 19 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3131644 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3131644 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3131644 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| MENSUAL(ES) | |
|---|---|
| DIARIA(S) | 9833 |
| SEMANAL(ES) | 1758 |
| QUINCENAL(ES) | 616 |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 10.90026781 |
| Min length | 9 |
Characters and Unicode
| Total characters | 2014751 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | QUINCENAL(ES) |
|---|---|
| 2nd row | MENSUAL(ES) |
| 3rd row | MENSUAL(ES) |
| 4th row | MENSUAL(ES) |
| 5th row | MENSUAL(ES) |
Common Values
| Value | Count | Frequency (%) |
| MENSUAL(ES) | 172628 | |
| DIARIA(S) | 9833 | 5.3% |
| SEMANAL(ES) | 1758 | 1.0% |
| QUINCENAL(ES) | 616 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| mensual(es | 172628 | |
| diaria(s | 9833 | 5.3% |
| semanal(es | 1758 | 1.0% |
| quincenal(es | 616 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| ( | 184835 | |
| ) | 184835 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.0% |
| Other values (4) | 20898 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1645081 | |
| Open Punctuation | 184835 | 9.2% |
| Close Punctuation | 184835 | 9.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.2% |
| D | 9833 | 0.6% |
| R | 9833 | 0.6% |
| Other values (2) | 1232 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 184835 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 184835 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1645081 | |
| Common | 369670 | 18.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.2% |
| D | 9833 | 0.6% |
| R | 9833 | 0.6% |
| Other values (2) | 1232 | 0.1% |
Common
| Value | Count | Frequency (%) |
| ( | 184835 | |
| ) | 184835 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2014751 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| ( | 184835 | |
| ) | 184835 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.0% |
| Other values (4) | 20898 | 1.0% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.217723916 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 4 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 4.460751515 |
|---|---|
| Coefficient of variation (CV) | 0.8549228719 |
| Kurtosis | -1.024503967 |
| Mean | 5.217723916 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.6368040254 |
| Sum | 964418 |
| Variance | 19.89830408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 68639 | |
| 10 | 22809 | 12.3% |
| 5 | 14831 | 8.0% |
| 14 | 14147 | 7.7% |
| 3 | 10898 | 5.9% |
| 6 | 10575 | 5.7% |
| 2 | 10538 | 5.7% |
| 12 | 8176 | 4.4% |
| 4 | 8007 | 4.3% |
| 9 | 5635 | 3.0% |
| Other values (5) | 10580 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 68639 | |
| 2 | 10538 | 5.7% |
| 3 | 10898 | 5.9% |
| 4 | 8007 | 4.3% |
| 5 | 14831 | 8.0% |
| 6 | 10575 | 5.7% |
| 7 | 2006 | 1.1% |
| 8 | 4059 | 2.2% |
| 9 | 5635 | 3.0% |
| Value | Count | Frequency (%) |
| 14 | 14147 | |
| 13 | 622 | 0.3% |
| 12 | 8176 | 4.4% |
| 11 | 3891 | 2.1% |
| 10 | 22809 | |
| 9 | 5635 | 3.0% |
| 8 | 4059 | 2.2% |
| 7 | 2006 | 1.1% |
| 6 | 10575 | |
| 5 | 14831 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| CRÉDITO | |
|---|---|
| LIBRANZA | 5855 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.031676901 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1299700 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CRÉDITO |
|---|---|
| 2nd row | CRÉDITO |
| 3rd row | CRÉDITO |
| 4th row | CRÉDITO |
| 5th row | CRÉDITO |
Common Values
| Value | Count | Frequency (%) |
| CRÉDITO | 178980 | |
| LIBRANZA | 5855 | 3.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| crédito | 178980 | |
| libranza | 5855 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1299700 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1299700 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1120720 | |
| Latin 1 Sup | 178980 | 13.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 1.0% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| N | 5855 | 0.5% |
Latin 1 Sup
| Value | Count | Frequency (%) |
| É | 178980 |
tipo_cliente
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 3 | |
|---|---|
| 1 | |
| 2 | |
| 4 | 4020 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 184835 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 184835 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 184835 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 184835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tiene_casa_propia | sueldo_smdlv | otros_ingresos | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | tipo_venta | periodo_credito | cuotas | forma_pago | tipo_cliente | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Nacional | NaN | NaN | NaN | SARAVENA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2020 | 12 | 356 | ELECTRODOMESTICOS | QUINCENAL(ES) | 1 | CRÉDITO | 1 |
| 1 | 2 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUQUITA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2018 | 5 | 61 | ELECTRODOMESTICOS | MENSUAL(ES) | 12 | CRÉDITO | 3 |
| 2 | 3 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUQUITA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2019 | 6 | 114 | ELECTRODOMESTICOS | MENSUAL(ES) | 12 | CRÉDITO | 1 |
| 3 | 4 | Nacional | NaN | NaN | NaN | ARAUCA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | CON CODEUDOR | PRIVADO | 2019 | 11 | 349 | MOTOS | MENSUAL(ES) | 12 | CRÉDITO | 3 |
| 4 | 5 | Nacional | NaN | NaN | 70.0 | ARAUCA | Otros | Otros | Si | 170.0 | SIN OTROS INGRESOS | NaN | ARAUCA | CON CODEUDOR | PRIVADO | 2020 | 7 | 49 | ELECTRODOMESTICOS | MENSUAL(ES) | 5 | CRÉDITO | 2 |
| 5 | 6 | Nacional | NaN | NaN | NaN | ARAUCA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | Otros | CON CODEUDOR | PRIVADO | 2019 | 10 | 65 | ELECTRODOMESTICOS | MENSUAL(ES) | 14 | CRÉDITO | 1 |
| 6 | 7 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2017 | 11 | 18 | ELECTRODOMESTICOS | MENSUAL(ES) | 5 | CRÉDITO | 1 |
| 7 | 8 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | CON CODEUDOR | PRIVADO | 2007 | 11 | 51 | ELECTRODOMESTICOS | MENSUAL(ES) | 6 | CRÉDITO | 1 |
| 8 | 9 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2008 | 5 | 118 | ELECTRODOMESTICOS | MENSUAL(ES) | 10 | CRÉDITO | 1 |
| 9 | 10 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2012 | 8 | 76 | ELECTRODOMESTICOS | MENSUAL(ES) | 8 | CRÉDITO | 1 |
Last rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tiene_casa_propia | sueldo_smdlv | otros_ingresos | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | tipo_venta | periodo_credito | cuotas | forma_pago | tipo_cliente | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 184825 | 184826 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 11 | 14 | ELECTRODOMESTICOS | SEMANAL(ES) | 12 | CRÉDITO | 4 |
| 184826 | 184827 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 12 | 13 | ELECTRODOMESTICOS | SEMANAL(ES) | 3 | CRÉDITO | 3 |
| 184827 | 184828 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 11 | 86 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184828 | 184829 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 1 | 8 | ELECTRODOMESTICOS | SEMANAL(ES) | 4 | CRÉDITO | 3 |
| 184829 | 184830 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2013 | 4 | 17 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 1 |
| 184830 | 184831 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 4 | 56 | ELECTRODOMESTICOS | SEMANAL(ES) | 13 | CRÉDITO | 3 |
| 184831 | 184832 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 1 | 80 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184832 | 184833 | Nacional | NaN | NaN | NaN | TAME | SARAVENA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PUBLICO | 2012 | 8 | 132 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184833 | 184834 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUQUITA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 12 | 14 | ELECTRODOMESTICOS | SEMANAL(ES) | 8 | CRÉDITO | 3 |
| 184834 | 184835 | Nacional | NaN | NaN | NaN | ARAUCA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUCA | CON CODEUDOR | PUBLICO | 2018 | 6 | 89 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |